{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cv2'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-1f98013b2425>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mcv2\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mcv\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'cv2'"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sar_img = \"E:\\\\datasets\\\\sen1-2\\\\rois1868_summer\\\\s1_51\\\\ROIs1868_summer_s1_51_p173.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = plt.imread(sar_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img, cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "median = cv.medianBlur(img, 5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "SOMatch",
   "language": "python",
   "name": "somatch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
